The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-01-30"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "102583819 (up from 102069223 yesterday: 0.5 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2219980 (up from 2206457 yesterday: 0.61 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 12858306

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.16



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 26074885 142091 0.55 3850665 439530 2731 0.63 1.69
India 10746174 13044 0.12 295890 154274 127 0.08 1.44
Brazil 9176975 58462 0.64 1100977 223945 1279 0.57 2.44
United Kingdom 3806993 23400 0.62 780651 105777 1205 1.15 2.78
Russia 3790265 18751 0.50 446090 71556 502 0.71 1.89
France 3236685 24045 0.75 411765 76006 241 0.32 2.35
Spain 2743119 0 0.00 692759 58319 0 0.00 2.13
Italy 2541783 12713 0.50 283917 88279 421 0.48 3.47
Turkey 2470901 6871 0.28 153783 25865 129 0.50 1.05
Germany 2224911 17518 0.79 296449 57105 819 1.46 2.57
Colombia 2086806 9173 0.44 315443 53650 366 0.69 2.57
Argentina 1922264 6902 0.36 207855 47931 156 0.33 2.49
Mexico 1857230 15337 0.83 333194 158074 1495 0.95 8.51
Poland 1508674 5864 0.39 132285 37082 302 0.82 2.46
South Africa 1449236 5297 0.37 235060 43951 318 0.73 3.03
Iran 1411731 6317 0.45 131293 57889 82 0.14 4.10
Ukraine 1258093 4966 0.40 113150 23769 159 0.67 1.89
Peru 1133022 13337 1.19 106842 40857 373 0.92 3.61
Indonesia 1066313 14518 1.38 247927 29728 210 0.71 2.79
Netherlands 988350 4230 0.43 109907 14069 88 0.63 1.42
Czechia 980714 8072 0.83 157998 16211 139 0.86 1.65
Canada 778772 3847 0.50 121449 19926 125 0.63 2.56
Romania 726918 2668 0.37 58716 18264 68 0.37 2.51
Chile 722900 4151 0.58 85158 18339 82 0.45 2.54
Portugal 711018 12435 1.78 234831 12179 293 2.47 1.71
Belgium 707837 2717 0.39 45143 21066 48 0.23 2.98
Israel 638789 4798 0.76 153355 4738 38 0.81 0.74
Iraq 618922 775 0.13 16591 13041 5 0.04 2.11
Sweden 566957 0 0.00 77486 11591 0 0.00 2.04
Pakistan 544813 1599 0.29 42397 11657 34 0.29 2.14
Bangladesh 534770 363 0.07 13388 8111 17 0.21 1.52
Philippines 523516 2103 0.40 37719 10669 69 0.65 2.04
Switzerland 521320 0 0.00 43337 9370 16 0.17 1.80
Morocco 470691 701 0.15 19054 8259 13 0.16 1.75
Austria 413208 1478 0.36 34137 7703 45 0.59 1.86
Serbia 393897 1543 0.39 37772 4000 17 0.43 1.02
Japan 387499 3319 0.86 104762 5688 91 1.63 1.47
Saudi Arabia 367813 270 0.07 4121 6372 4 0.06 1.73
Hungary 366279 1370 0.38 25820 12463 89 0.72 3.40
Jordan 325674 641 0.20 19715 4304 23 0.54 1.32
Panama 319453 1200 0.38 42681 5244 23 0.44 1.64
United Arab Emirates 300661 3647 1.23 72959 838 12 1.45 0.28
Lebanon 298913 2631 0.89 83360 3031 351 13.10 1.01
Nepal 270854 109 0.04 6333 2027 2 0.10 0.75
Georgia 257632 676 0.26 19546 3159 11 0.35 1.23
Ecuador 249779 3092 1.25 29430 14851 49 0.33 5.95
Slovakia 248190 2182 0.89 42954 4565 70 1.56 1.84
Belarus 246570 1852 0.76 36202 1708 10 0.59 0.69
Kazakhstan 234569 1413 0.61 25973 3045 3 0.10 1.30
Croatia 232090 551 0.24 12743 4998 26 0.52 2.15
Azerbaijan 230066 131 0.06 6016 3126 7 0.22 1.36
Bulgaria 218618 349 0.16 10212 9028 20 0.22 4.13
Bolivia 215397 2005 0.94 42599 10330 51 0.50 4.80
Dominican Republic 212553 2141 1.02 31909 2646 20 0.76 1.24
Malaysia 209661 5728 2.81 76102 746 13 1.77 0.36
Tunisia 207468 1438 0.70 49954 6680 81 1.23 3.22
Denmark 198779 431 0.22 17864 2107 22 1.06 1.06
Ireland 195303 1411 0.73 54576 3292 78 2.43 1.69
Costa Rica 193276 0 0.00 15662 2604 0 0.00 1.35
Lithuania 181734 706 0.39 23554 2787 25 0.91 1.53
Armenia 166901 173 0.10 5107 3071 2 0.07 1.84
Slovenia 165887 1358 0.83 27369 3490 22 0.63 2.10
Egypt 165418 547 0.33 16619 9263 46 0.50 5.60
Kuwait 164622 514 0.31 10722 959 1 0.10 0.58
Moldova 159513 653 0.41 10420 3434 10 0.29 2.15
Guatemala 159118 782 0.49 15991 5618 36 0.64 3.53
West Bank and Gaza 158559 391 0.25 11858 1831 8 0.44 1.15
Greece 156473 795 0.51 12180 5779 15 0.26 3.69
Qatar 150984 363 0.24 5312 248 0 0.00 0.16
Honduras 147100 990 0.68 20157 3592 17 0.48 2.44
Burma 139864 349 0.25 9815 3125 10 0.32 2.23
Ethiopia 137021 656 0.48 9229 2091 4 0.19 1.53
Oman 133728 0 0.00 3658 1527 0 0.00 1.14
Paraguay 132548 662 0.50 17522 2704 11 0.41 2.04
Nigeria 130557 1883 1.46 31494 1578 1 0.06 1.21
Venezuela 126323 547 0.43 10151 1183 6 0.51 0.94
Bosnia and Herzegovina 121497 0 0.00 6118 4679 0 0.00 3.85
Libya 117650 0 0.00 13648 1842 0 0.00 1.57
Algeria 107122 235 0.22 5209 2888 4 0.14 2.70
Bahrain 102626 655 0.64 7309 372 0 0.00 0.36
Kenya 100675 112 0.11 2491 1755 2 0.11 1.74

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 3310949 17418 0.53 606466 40702 464 1.15 1.23 83795.56 1030.11 1 in 12
Texas 2363266 15078 0.64 411351 36924 274 0.75 1.56 81503.51 1273.42 1 in 12
Florida 1713589 15019 0.88 248892 26360 106 0.40 1.54 79784.43 1227.32 1 in 13
New York 1408698 12892 0.92 289414 43453 175 0.40 3.08 72413.37 2233.68 1 in 14
Illinois 1123873 3345 0.30 99834 21213 67 0.32 1.89 88690.73 1674.03 1 in 11
Georgia 905858 6343 0.71 157006 14196 210 1.50 1.57 85318.07 1337.05 1 in 12
Ohio 892781 4191 0.47 121804 11121 51 0.46 1.25 76377.22 951.40 1 in 13
Pennsylvania 842475 4459 0.53 125198 21562 125 0.58 2.56 65808.13 1684.27 1 in 15
Arizona 753379 5119 0.68 146034 13098 76 0.58 1.74 98934.94 1720.05 1 in 10
North Carolina 752627 6168 0.83 138272 9287 130 1.42 1.23 71760.20 885.48 1 in 14
Tennessee 724742 2251 0.31 78292 9574 113 1.19 1.32 106062.28 1401.11 1 in 9
New Jersey 692543 5274 0.77 113293 21455 72 0.34 3.10 77969.85 2415.51 1 in 13
Indiana 624959 2334 0.37 66399 9967 42 0.42 1.59 92831.06 1480.49 1 in 11
Michigan 610138 1511 0.25 47585 15525 115 0.75 2.54 61094.10 1554.54 1 in 16
Wisconsin 590997 1613 0.27 42863 6430 40 0.63 1.09 101503.43 1104.35 1 in 10
Massachusetts 521360 4108 0.79 94225 14531 87 0.60 2.79 75021.19 2090.94 1 in 13
Virginia 502221 4309 0.87 108506 6449 70 1.10 1.28 58838.95 755.55 1 in 17
Missouri 472942 1314 0.28 39777 7040 15 0.21 1.49 77058.66 1147.06 1 in 13
Minnesota 460819 1072 0.23 26406 6255 19 0.30 1.36 81710.83 1109.11 1 in 12
Alabama 455582 0 0.00 56432 7566 0 0.00 1.66 92915.52 1543.08 1 in 11
South Carolina 439785 4152 0.95 89701 7014 72 1.04 1.59 85416.47 1362.28 1 in 12
Louisiana 397276 0 0.00 55845 8801 0 0.00 2.22 85457.86 1893.18 1 in 12
Colorado 395019 1560 0.40 36072 5620 26 0.46 1.42 68594.74 975.91 1 in 15
Oklahoma 386590 2373 0.62 61715 3504 33 0.95 0.91 97698.47 885.53 1 in 10
Kentucky 361115 2646 0.74 60718 3714 46 1.25 1.03 80828.43 831.31 1 in 12
Maryland 352726 2097 0.60 49362 7107 31 0.44 2.01 58343.48 1175.55 1 in 17
Utah 345430 1468 0.43 41707 1663 8 0.48 0.48 107746.26 518.72 1 in 9
Iowa 319110 791 0.25 22939 4651 74 1.62 1.46 101141.97 1474.14 1 in 10
Washington 311597 1796 0.58 40002 4285 0 0.00 1.38 40919.42 562.71 1 in 24
Arkansas 294387 1824 0.62 42641 4838 7 0.14 1.64 97549.39 1603.14 1 in 10
Nevada 277349 1070 0.39 31040 4264 46 1.09 1.54 90043.82 1384.35 1 in 11
Kansas 276956 0 0.00 32373 3767 0 0.00 1.36 95065.62 1293.03 1 in 11
Mississippi 274190 1528 0.56 37322 6018 35 0.58 2.19 92129.12 2022.08 1 in 11
Connecticut 250023 0 0.00 44029 7046 0 0.00 2.82 70127.03 1976.28 1 in 14
Nebraska 190570 973 0.51 14950 1920 -1 -0.05 1.01 98515.93 992.55 1 in 10
New Mexico 173539 741 0.43 18585 3265 17 0.52 1.88 82762.59 1557.11 1 in 12
Idaho 162683 328 0.20 13448 1725 0 0.00 1.06 90779.63 962.58 1 in 11
Oregon 142416 687 0.48 17940 1957 19 0.98 1.37 33765.97 463.99 1 in 30
West Virginia 120340 873 0.73 20562 2015 9 0.45 1.67 67336.37 1127.50 1 in 15
Rhode Island 114438 0 0.00 16824 2154 0 0.00 1.88 108025.50 2033.30 1 in 9
South Dakota 108070 115 0.11 5169 1775 7 0.40 1.64 122160.06 2006.42 1 in 8
North Dakota 97561 104 0.11 3003 1447 3 0.21 1.48 128022.39 1898.80 1 in 8
Montana 93762 516 0.55 7660 1232 5 0.41 1.31 87728.23 1152.72 1 in 11
Puerto Rico 93406 438 0.47 10776 1823 11 0.61 1.95 29247.01 570.81 1 in 34
Delaware 77551 616 0.80 13076 1081 3 0.28 1.39 79640.45 1110.13 1 in 13
New Hampshire 65362 524 0.81 14491 1042 6 0.58 1.59 48070.51 766.34 1 in 21
Alaska 54216 154 0.28 4258 262 0 0.00 0.48 74111.64 358.15 1 in 13
Wyoming 51704 14 0.03 4985 596 0 0.00 1.15 89335.98 1029.79 1 in 11
Maine 39168 355 0.91 10149 590 20 3.51 1.51 29138.26 438.92 1 in 34
District of Columbia 36662 248 0.68 5205 909 2 0.22 2.48 51947.65 1287.99 1 in 19
Hawaii 25994 109 0.42 2586 406 0 0.00 1.56 18359.00 286.75 1 in 54
Vermont 11831 173 1.48 3041 173 1 0.58 1.46 18960.27 277.25 1 in 53

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 41980456 3310949 7.89 6626708 606466 9.15 1062467.6
2 Texas 17263046 2363266 13.69 2609235 411351 15.77 595362.0
3 Florida 19027767 1713589 9.01 2312073 248892 10.76 885929.8
4 New York 31918685 1408698 4.41 4844519 289414 5.97 1640763.1
5 Illinois 15952421 1123873 7.05 1926907 99834 5.18 1258889.4
6 Georgia 6425042 905858 14.10 792571 157006 19.81 605141.4
7 Ohio 9033143 892781 9.88 940983 121804 12.94 772783.4
8 Pennsylvania 4463367 842475 18.88 382464 125198 32.73 348646.4
9 Arizona 3440127 753379 21.90 395621 146034 36.91 451763.0
10 North Carolina 8882652 752627 8.47 1395115 138272 9.91 846928.0
11 Tennessee 6404722 724742 11.32 495801 78292 15.79 937298.2
12 New Jersey 9403688 692543 7.36 1162823 113293 9.74 1058712.8
13 Indiana 6976408 624959 8.96 914909 66399 7.26 1036271.7
14 Michigan 9366357 610138 6.51 851330 47585 5.59 937868.3
15 Wisconsin 6154838 590997 9.60 569797 42863 7.52 1057090.2
16 Massachusetts 13538980 521360 3.85 1903421 94225 4.95 1948194.0
17 Virginia 5210235 502221 9.64 672275 108506 16.14 610418.1
18 Missouri 4143475 472942 11.41 345039 39777 11.53 675115.9
19 Minnesota 6210344 460819 7.42 574763 26406 4.59 1101196.7
20 Alabama 2127308 455582 21.42 170522 56432 33.09 433862.5
21 South Carolina 4188261 439785 10.50 753528 89701 11.90 813457.7
22 Louisiana 4964052 397276 8.00 564794 55845 9.89 1067815.0
23 Colorado 5426059 395019 7.28 689256 36072 5.23 942230.9
24 Oklahoma 3181931 386590 12.15 357140 61715 17.28 804133.0
25 Kentucky 3590222 361115 10.06 279423 60718 21.73 803600.0
26 Maryland 6966924 352726 5.06 881856 49362 5.60 1152380.5
27 Utah 2598403 345430 13.29 236383 41707 17.64 810491.9
28 Iowa 1251252 319110 25.50 55716 22939 41.17 396584.5
29 Washington 4524221 311597 6.89 514437 40002 7.78 594128.0
30 Arkansas 2420194 294387 12.16 262178 42641 16.26 801966.3
31 Nevada 2479193 277349 11.19 268417 31040 11.56 804892.0
32 Kansas 1168723 276956 23.70 117516 32373 27.55 401166.2
33 Mississippi 1568678 274190 17.48 148232 37322 25.18 527083.2
34 Connecticut 5708292 250023 4.38 1088322 44029 4.05 1601075.0
35 Nebraska 2090962 190570 9.11 253291 14950 5.90 1080931.2
36 New Mexico 2328334 173539 7.45 249518 18585 7.45 1110407.2
37 Idaho 601646 162683 27.04 42275 13448 31.81 335727.8
38 Oregon 3162750 142416 4.50 376126 17940 4.77 749868.9
39 West Virginia 1936860 120340 6.21 287741 20562 7.15 1083772.1
40 Rhode Island 2497271 114438 4.58 381304 16824 4.41 2357337.1
41 South Dakota 401617 108070 26.91 18524 5169 27.90 453979.4
42 North Dakota 1344399 97561 7.26 68492 3003 4.38 1764159.6
43 Montana 952960 93762 9.84 115824 7660 6.61 891635.1
45 Delaware 1221186 77551 6.35 176676 13076 7.40 1254088.3
46 New Hampshire 1254902 65362 5.21 169073 14491 8.57 922918.2
47 Alaska 1495885 54216 3.62 150312 4258 2.83 2044829.8
48 Wyoming 634985 51704 8.14 106848 4985 4.67 1097149.2
49 Maine 1376441 39168 2.85 203108 10149 5.00 1023976.1
50 District of Columbia 1092609 36662 3.36 141847 5205 3.67 1548155.2
51 Hawaii 982906 25994 2.64 119878 2586 2.16 694205.4
52 Vermont 889677 11831 1.33 136771 3041 2.22 1425789.6

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 5640919 536616 1832 0.34 9.51 3454 377 50141 27074 5.05
Veneto 4132597 311686 792 0.25 7.54 1438 222 34677 8922 2.86
Piemonte 2063546 222559 727 0.33 10.79 2127 150 12382 8833 3.97
Campania 2415127 220784 1366 0.62 9.14 1435 92 61656 3747 1.70
Emilia-Romagna 3090178 217377 1314 0.61 7.03 2124 203 46359 9454 4.35
Lazio 3318818 204505 1138 0.56 6.16 2407 282 63795 4945 2.42
Sicilia 1751609 135387 846 0.63 7.73 1345 208 42868 3443 2.54
Toscana 2223132 133946 603 0.45 6.03 648 95 9083 4194 3.13
Puglia 1304490 121838 871 0.72 9.34 1389 163 52157 3179 2.61
Liguria 855992 69361 255 0.37 8.10 588 62 4395 3341 4.82
Friuli Venezia Giulia 1142473 67138 415 0.62 5.88 596 57 11294 2378 3.54
Marche 685976 55125 465 0.85 8.04 542 71 9160 1955 3.55
Abruzzo 675378 42444 385 0.92 6.28 389 43 10117 1462 3.44
P.A. Bolzano 492413 39700 640 1.64 8.06 216 32 15331 869 2.19
Sardegna 578012 38370 229 0.60 6.64 450 39 15951 981 2.56
Umbria 623158 35757 228 0.64 5.74 346 55 5511 772 2.16
Calabria 515406 32554 225 0.70 6.32 272 18 8895 588 1.81
P.A. Trento 526484 27392 230 0.85 5.20 173 35 2465 1146 4.18
Basilicata 210951 13202 70 0.53 6.26 70 2 5752 325 2.46
Molise 136872 8261 83 1.01 6.04 54 8 1115 267 3.23
Valle d’Aosta 69831 7781 1 0.01 11.14 35 4 248 404 5.19

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Ontario 271060 1918 0.71 6160 65 1.07 2.27 18424.63 418.71 1 in 54
Quebec 261360 1367 0.53 9763 46 0.47 3.74 30612.55 1143.52 1 in 33
Alberta 123747 383 0.31 1631 11 0.68 1.32 28040.54 369.58 1 in 36
British Columbia 66779 0 0.00 1189 0 0.00 1.78 13065.95 232.64 1 in 77
Manitoba 29446 166 0.57 825 2 0.24 2.80 21376.14 598.90 1 in 47
Saskatchewan 22646 0 0.00 268 0 0.00 1.18 19164.47 226.80 1 in 52
Nova Scotia 1570 0 0.00 65 0 0.00 4.14 1606.21 66.50 1 in 623
New Brunswick 1230 12 0.99 18 1 5.88 1.46 1576.94 23.08 1 in 634
Newfoundland and Labrador 408 0 0.00 4 0 0.00 0.98 782.56 7.67 1 in 1278
Nunavut 284 1 0.35 1 0 0.00 0.35 NA NA 1 in NA
Prince Edward Island 111 0 0.00 0 0 NaN 0.00 701.83 0.00 1 in 1425
Yukon 70 0 0.00 1 0 0.00 1.43 1704.08 24.34 1 in 587
Northwest Territories 35 0 0.00 0 0 NaN 0.00 779.44 0.00 1 in 1283
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 79690.97 1343.31 1 in 13
India 8025.52 115.22 1 in 125
Brazil 43846.03 1069.97 1 in 23
United Kingdom 57299.71 1592.07 1 in 17
Russia 26230.21 495.20 1 in 38
France 48315.94 1134.59 1 in 21
Spain 58789.52 1249.87 1 in 17
Italy 42026.84 1459.64 1 in 24
Turkey 30576.67 320.07 1 in 33
Germany 26874.15 689.76 1 in 37
Colombia 42527.12 1093.34 1 in 24
Argentina 43421.37 1082.70 1 in 23
Mexico 14374.85 1223.48 1 in 70
Poland 39722.85 976.36 1 in 25
South Africa 25550.71 774.88 1 in 39
Iran 17394.42 713.27 1 in 57
Ukraine NA NA 1 in NA
Peru 35219.83 1270.03 1 in 28
Indonesia 4039.06 112.61 1 in 248
Netherlands 57529.10 818.92 1 in 17

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1111391 16652 1.50
Maricopa Arizona 469294 7442 1.59
Cook Illinois 452742 9399 2.08
Miami-Dade Florida 370642 4845 1.31
Harris Texas 314697 4242 1.35
San Bernardino California 273520 1821 0.67
Riverside California 271910 3091 1.14
Dallas Texas 256900 2804 1.09
Orange California 244562 3018 1.23
San Diego California 236768 2603 1.10
Tarrant Texas 215048 2160 1.00
Clark Nevada 213384 3274 1.53
Queens New York 176534 8110 4.59
Kings New York 173663 8368 4.82
Broward Florida 172082 2082 1.21
Bexar Texas 169688 2329 1.37
Suffolk New York 142484 2781 1.95
Salt Lake Utah 129608 679 0.52
Nassau New York 127743 2666 2.09
Bronx New York 118551 5407 4.56
El Paso Texas 113145 2102 1.86
Philadelphia Pennsylvania 109231 2878 2.63
Palm Beach Florida 106691 2166 2.03
Franklin Ohio 104449 709 0.68
Milwaukee Wisconsin 103083 1163 1.13
Orange Florida 102897 939 0.91
Middlesex Massachusetts 101488 3114 3.07
Santa Clara California 101453 1395 1.38
Pima Arizona 100810 1738 1.72
Hillsborough Florida 100334 1293 1.29
Wayne Michigan 96685 3982 4.12
Hennepin Minnesota 95579 1526 1.60
Kern California 93628 624 0.67
Westchester New York 93585 1894 2.02
Cuyahoga Ohio 88752 1172 1.32
Fresno California 87936 1137 1.29
Sacramento California 86320 1239 1.44
Marion Indiana 86214 1359 1.58
Mecklenburg North Carolina 84990 747 0.88
New York New York 84931 3571 4.20
Utah Utah 84153 286 0.34
St. Louis Missouri 83346 1686 2.02
Gwinnett Georgia 83090 768 0.92
Duval Florida 81530 902 1.11
Shelby Tennessee 80588 1248 1.55
King Washington 78010 1242 1.59
Essex Massachusetts 77085 1964 2.55
Fulton Georgia 77020 953 1.24
Oklahoma Oklahoma 74710 574 0.77
Davidson Tennessee 74643 728 0.98
Providence Rhode Island 74238 1582 2.13
Alameda California 73542 974 1.32
Collin Texas 72370 573 0.79
DuPage Illinois 72279 1194 1.65
Fairfield Connecticut 72026 1932 2.68
Suffolk Massachusetts 71259 1561 2.19
Oakland Michigan 70447 1898 2.69
Ventura California 69511 598 0.86
Allegheny Pennsylvania 69135 1516 2.19
Travis Texas 68290 722 1.06
Prince George’s Maryland 67583 1228 1.82
Hamilton Ohio 66862 460 0.69
Bergen New Jersey 66836 2469 3.69
Jefferson Alabama 66323 1112 1.68
Jefferson Kentucky 65913 680 1.03
Essex New Jersey 64755 2538 3.92
Wake North Carolina 64018 428 0.67
Tulsa Oklahoma 63643 582 0.91
Middlesex New Jersey 63619 1921 3.02
Hidalgo Texas 63551 2427 3.82
Hartford Connecticut 63211 2107 3.33
New Haven Connecticut 63085 1786 2.83
Cobb Georgia 62440 746 1.19
San Joaquin California 61901 853 1.38
Douglas Nebraska 61154 572 0.94
Will Illinois 61134 912 1.49
Hudson New Jersey 60990 1865 3.06
Fairfax Virginia 59281 784 1.32
Pinellas Florida 59207 1288 2.18
Worcester Massachusetts 59126 1831 3.10
Montgomery Maryland 58710 1300 2.21
Contra Costa California 57021 529 0.93
Erie New York 56974 1457 2.56
Macomb Michigan 55852 1860 3.33
Lake Illinois 55842 941 1.69
Denver Colorado 55588 736 1.32
Greenville South Carolina 55462 711 1.28
Denton Texas 53554 513 0.96
Lee Florida 52420 793 1.51
DeKalb Georgia 51063 655 1.28
Passaic New Jersey 50976 1600 3.14
Union New Jersey 50966 1672 3.28
Stanislaus California 50668 828 1.63
Polk Florida 50201 967 1.93
Fort Bend Texas 49992 478 0.96
Bristol Massachusetts 49986 1333 2.67
Sedgwick Kansas 49884 533 1.07
Ocean New Jersey 49860 1649 3.31
Johnson Kansas 49641 655 1.32
Richmond New York 49422 1442 2.92

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc